{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "In a sweep between 14.940000000000003°C and 35.08326666666667°C\n",
      "with a speed of roughly 16.499604095563136°C per hour\n",
      "we see a voltage tempco of roughly 0.02967079154886349 ppm/k\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "\n",
    "# Fetch data\n",
    "columns = [\"Time\", \"Arroyo TECSource Chamber Temp\", \"3458A Vz\"]\n",
    "raw=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/20230211-190450_ADRmu108_15_35_TC_sweep.csv\", usecols=columns)\n",
    "\n",
    "# Use datetime as index\n",
    "raw[\"Time\"] = pd.to_datetime(raw[\"Time\"])\n",
    "raw = raw.set_index(pd.DatetimeIndex(raw[\"Time\"]))\n",
    "raw = raw.drop('Time', axis=1)\n",
    "\n",
    "raw=raw.resample('30s').mean()\n",
    "plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "fig, ax = plt.subplots()\n",
    "twin1 = ax.twinx()\n",
    "twin1.set_ylabel(\"Temperature (°C)\")\n",
    "ax.grid()\n",
    "ax.set(xlabel='time', ylabel='Output Voltage (V)', title='ADRmu108 Voltage vs ambient temperature')\n",
    "ax.plot(raw.iloc[:,1])\n",
    "twin1.plot(raw.iloc[:,0])\n",
    "ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "plt.show()\n",
    "print(\"In a sweep between \"+str(raw[\"Arroyo TECSource Chamber Temp\"].min())+\"°C and \"+str(raw[\"Arroyo TECSource Chamber Temp\"].max())+\"°C\")\n",
    "time_range=(raw.index.max() - raw.index.min()).total_seconds()\n",
    "temperature_range=raw[\"Arroyo TECSource Chamber Temp\"].max()-raw[\"Arroyo TECSource Chamber Temp\"].min()\n",
    "voltage_range=raw[\"3458A Vz\"].max()-raw[\"3458A Vz\"].min()\n",
    "print(\"with a speed of roughly \"+str(temperature_range/(time_range/3600)*2)+\"°C per hour\")\n",
    "print(\"we see a voltage tempco of roughly \"+str((voltage_range/.00001)/temperature_range)+\" ppm/k\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
